{"id":"W2899411171","doi":"10.1126/science.aat9072","title":"Composites from renewable and sustainable resources: Challenges and innovations","year":2018,"lang":"en","type":"review","venue":"Science","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":989,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Sustainability; Petrochemical; Compatibility (geochemistry); Renewable resource; Composite number; Renewable energy; Materials science; Plastic waste; Environmentally friendly; Waste management; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001056719,0.0003216705,0.0007279087,0.0003966884,0.0007665791,0.0006451643,0.0009019913,0.0001498677,0.00003806093],"category_scores_gemma":[0.0002322687,0.0002426423,0.00004237155,0.0009227631,0.001648114,0.0007502879,0.001184477,0.0001758183,0.00006236329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011777,"about_ca_system_score_gemma":0.0002591504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000220139,"about_ca_topic_score_gemma":0.0000156021,"domain_scores_codex":[0.9975481,0.00007863747,0.0004035609,0.0009042663,0.0004335597,0.0006318676],"domain_scores_gemma":[0.9983649,0.0003383188,0.0002832413,0.0005742743,0.0002778847,0.0001614429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000311075,0.00008080238,0.0000125702,0.0274312,0.00009650189,0.00009375392,0.005840371,0.00000865428,0.05639353,0.04672961,0.001630441,0.8616515],"study_design_scores_gemma":[0.00006917057,0.00006869454,0.00000978863,0.002681437,0.00007447213,0.0000380409,0.0001429222,0.00001787596,0.001588129,0.003069263,0.9918718,0.0003684224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003761285,0.9931519,0.00001377385,0.00006685544,0.0001690328,0.0003987263,0.00002586737,0.00009436721,0.002318183],"genre_scores_gemma":[0.000159462,0.9945397,0.003894706,0.00003420224,0.0001463458,0.00002850427,0.00001183852,0.0000201084,0.001165104],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9902413,"threshold_uncertainty_score":0.9894665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03991144902070326,"score_gpt":0.3005939650078752,"score_spread":0.2606825159871719,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}